{"id":"W4399985820","doi":"10.2337/dci24-0042","title":"Consensus Guidance for Monitoring Individuals With Islet Autoantibody–Positive Pre-Stage 3 Type 1 Diabetes","year":2024,"lang":"en","type":"review","venue":"Diabetes Care","topic":"Diabetes and associated disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"Janssen Pharmaceuticals; KU Leuven; Clinical Trial Center, China Medical University Hospital; Diabetes UK; Australian Diabetes Society; International Society for Pediatric and Adolescent Diabetes; European Association for the Study of Diabetes; Vertex Pharmaceuticals; Tandem Diabetes Care; Novo Nordisk; National Institutes of Health; Dexcom; MannKind Corporation; Pfizer; Insulet Corporation; Medical Research Council; Leona M. and Harry B. Helmsley Charitable Trust; Juvenile Diabetes Research Foundation United States of America; Bayer; National Science Foundation; UK Research and Innovation; AstraZeneca; Eli Lilly and Company; Bigfoot Biomedical; National Institute of Diabetes and Digestive and Kidney Diseases; Sanofi; American Diabetes Association","keywords":"Medicine; Type 1 diabetes; Diabetic ketoacidosis; Psychosocial; Diabetes mellitus; Type 2 diabetes; Disease; Stage (stratigraphy); Ketoacidosis; Family medicine; Intensive care medicine; Gerontology; Internal medicine; Psychiatry; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02834582,0.001318605,0.002014652,0.003912121,0.001767107,0.002686341,0.006114279,0.01437614,0.01750817],"category_scores_gemma":[0.06095307,0.001088553,0.006129941,0.002448156,0.001658401,0.00253772,0.003835485,0.009626967,0.01220395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004486859,"about_ca_system_score_gemma":0.02055342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03519071,"about_ca_topic_score_gemma":0.04360102,"domain_scores_codex":[0.9702424,0.01685629,0.00492545,0.001038901,0.004876972,0.002059985],"domain_scores_gemma":[0.9328967,0.02029547,0.003220435,0.001656693,0.03762617,0.004304545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001028981,0.0001779428,0.001506047,0.001779446,0.00004765188,0.0006561522,0.001100687,0.0005992651,0.0005332613,0.005322421,0.891869,0.09630515],"study_design_scores_gemma":[0.0002419638,0.0001773758,0.003814867,0.01216229,0.000112928,0.001391796,0.001014908,0.0005249451,0.0004459874,0.007346749,0.9726785,0.00008767819],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.005841103,0.06963981,0.05543779,0.5726215,0.02779347,0.01002469,0.01434936,0.003639758,0.2406525],"genre_scores_gemma":[0.04859922,0.06764826,0.2877584,0.4052803,0.007488931,0.02312502,0.03654395,0.00118145,0.1223744],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03519071,"threshold_uncertainty_score":0.1499088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01375388645781241,"score_gpt":0.3008595395483518,"score_spread":0.2871056530905394,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}